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Vector Search for Practitioners with Elastic

You're reading from   Vector Search for Practitioners with Elastic A toolkit for building NLP solutions for search, observability, and security using vector search

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Product type Paperback
Published in Nov 2023
Publisher Packt
ISBN-13 9781805121022
Length 240 pages
Edition 1st Edition
Languages
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Authors (2):
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Jeff Vestal Jeff Vestal
Author Profile Icon Jeff Vestal
Jeff Vestal
Bahaaldine Azarmi Bahaaldine Azarmi
Author Profile Icon Bahaaldine Azarmi
Bahaaldine Azarmi
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Table of Contents (17) Chapters Close

Preface 1. Part 1:Fundamentals of Vector Search FREE CHAPTER
2. Chapter 1: Introduction to Vectors and Embeddings 3. Chapter 2: Getting Started with Vector Search in Elastic 4. Part 2: Advanced Applications and Performance Optimization
5. Chapter 3: Model Management and Vector Considerations in Elastic 6. Chapter 4: Performance Tuning – Working with Data 7. Part 3: Specialized Use Cases
8. Chapter 5: Image Search 9. Chapter 6: Redacting Personal Identifiable Information Using Elasticsearch 10. Chapter 7: Next Generation of Observability Powered by Vectors 11. Chapter 8: The Power of Vectors and Embedding in Bolstering Cybersecurity 12. Part 4: Innovative Integrations and Future Directions
13. Chapter 9: Retrieval Augmented Generation with Elastic 14. Chapter 10: Building an Elastic Plugin for ChatGPT 15. Index 16. Other Books You May Enjoy

Hugging Face

As discussed briefly in the introduction, the primary goal of Hugging Face is to democratize access to state-of-the-art NLP technologies and facilitate their adoption across various industries and applications. By providing an extensive library of pre-trained models (over 120,000 at the time of this writing), user-friendly APIs, and a collaborative environment for model sharing and fine-tuning, Hugging Face empowers developers and researchers to create advanced language processing applications with ease.

Building upon that foundation, Hugging Face doesn’t just stop at providing an extensive library; it also ensures streamlined access and effective application management. One of the standout features to this end is the Model Hub.

Model Hub

Hugging Face offers resources and services focused on the needs of both researchers and businesses. These include the Model Hub, which serves as a central repository for pre-trained models including inference APIs that...

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